equation

index.html

@@ -40,7 +40,6 @@
         if (!$(this).hasClass('selected')) {
 
             $('.formula').hide(200);
-            $('.eq-des').hide(200);
             $('.formula-list > a').removeClass('selected');
             $(this).addClass('selected');
             var target = $(this).attr('href');
@@ -418,7 +417,7 @@
     <h2 class="title is-3">Adaptive Attack</h2>
 
     <div class="columns is-centered">
-      <div class="column container">
+      <div class="column container formula">
         <p>
           Attackers can design adaptive attacks to try to bypass BEYOND when the attacker knows all the parameters of the model 
           and the detection strategy. For an SSL model with a feature extractor <equation-inline>f</equation-inline>, a projector $h$, and a classification head $g$, 
@@ -459,14 +458,14 @@
 
     <div class="columns is-centered">
       <div class="column container">
-        <p class="eq-des label-loss">
+        <p class="formula label-loss">
           where $\displaystyle k$ represents the number of generated neighbors, $\displaystyle y_t$ is the target class, and $\displaystyle \mathcal{L}$ is the cross entropy loss function
         </p>
-        <p class="eq-des representation-loss" style="display: none">
+        <p class="formula representation-loss" style="display: none">
           where $\displaystyle \mathcal{S}$ is the cosine similarity.
         </p>
           
-        <p class="eq-des total-loss" style="display: none;">
+        <p class="formula total-loss" style="display: none;">
           where $\displaystyle \mathcal{L}_C$ indicates classifier's loss function, $\displaystyle y_t$ is the targeted class, and $\displaystyle \alpha$ refers to a hyperparameter.
         </p>
       </div>